{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Matplotlib `Comic` Plots! 🚀 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Hurray!')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xkcd()\n",
    "plt.plot(np.sin(np.linspace(0, 10)))\n",
    "plt.title('Hurray!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_twitter",
   "language": "python",
   "name": "env_twitter"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
